LSR-Ben: A Logical and Scientific Reasoning Benchmark for Evaluating Process Reward Models.

arXiv:2605.01203v3 Announce Type: replace Abstract: Currently, process reward models (PRMs) have exhibited remarkable potential for test-time scaling. Since large language models (LLMs) regularly generate flawed intermediate reasoning steps when tackling a bro